{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ranking-bishop",
   "metadata": {},
   "source": [
    "### Sunburst of a rectangular DataFrame with plotly.express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "spread-colorado",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.sunburst(df, path=['day', 'time', 'sex'], values='total_bill')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "removable-heating",
   "metadata": {},
   "source": [
    "### Sunburst of a rectangular DataFrame with continuous color argument in px.sunburst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "certified-disposition",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import numpy as np\n",
    "df = px.data.gapminder().query(\"year == 2007\")\n",
    "fig = px.sunburst(df, path=['continent', 'country'], values='pop',\n",
    "                  color='lifeExp', hover_data=['iso_alpha'],\n",
    "                  color_continuous_scale='RdBu',\n",
    "                  color_continuous_midpoint=np.average(df['lifeExp'], weights=df['pop']))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hundred-hunger",
   "metadata": {},
   "source": [
    "### Using an explicit mapping for discrete colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "anonymous-algeria",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.sunburst(df, path=['sex', 'day', 'time'], values='total_bill', color='time',\n",
    "                  color_discrete_map={'(?)':'black', 'Lunch':'gold', 'Dinner':'darkblue'})\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ignored-trustee",
   "metadata": {},
   "source": [
    "### Rectangular data with missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "played-cross",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  vendors  sectors regions  sales\n",
      "0       A     Tech   North      1\n",
      "1       B     Tech   North      3\n",
      "2       C  Finance   North      2\n",
      "3       D  Finance   North      4\n",
      "4    None    Other   North      1\n",
      "5       E     Tech   South      2\n",
      "6       F     Tech   South      2\n",
      "7       G  Finance   South      1\n",
      "8       H  Finance   South      4\n",
      "9    None    Other   South      1\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import pandas as pd\n",
    "vendors = [\"A\", \"B\", \"C\", \"D\", None, \"E\", \"F\", \"G\", \"H\", None]\n",
    "sectors = [\"Tech\", \"Tech\", \"Finance\", \"Finance\", \"Other\",\n",
    "           \"Tech\", \"Tech\", \"Finance\", \"Finance\", \"Other\"]\n",
    "regions = [\"North\", \"North\", \"North\", \"North\", \"North\",\n",
    "           \"South\", \"South\", \"South\", \"South\", \"South\"]\n",
    "sales = [1, 3, 2, 4, 1, 2, 2, 1, 4, 1]\n",
    "df = pd.DataFrame(\n",
    "    dict(vendors=vendors, sectors=sectors, regions=regions, sales=sales)\n",
    ")\n",
    "print(df)\n",
    "fig = px.sunburst(df, path=['regions', 'sectors', 'vendors'], values='sales')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "naughty-master",
   "metadata": {},
   "source": [
    "### Sunburst with Repeated Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "through-pharmaceutical",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig =go.Figure(go.Sunburst(\n",
    " ids=[\n",
    "    \"North America\", \"Europe\", \"Australia\", \"North America - Football\", \"Soccer\",\n",
    "    \"North America - Rugby\", \"Europe - Football\", \"Rugby\",\n",
    "    \"Europe - American Football\",\"Australia - Football\", \"Association\",\n",
    "    \"Australian Rules\", \"Autstralia - American Football\", \"Australia - Rugby\",\n",
    "    \"Rugby League\", \"Rugby Union\"\n",
    "  ],\n",
    "  labels= [\n",
    "    \"North<br>America\", \"Europe\", \"Australia\", \"Football\", \"Soccer\", \"Rugby\",\n",
    "    \"Football\", \"Rugby\", \"American<br>Football\", \"Football\", \"Association\",\n",
    "    \"Australian<br>Rules\", \"American<br>Football\", \"Rugby\", \"Rugby<br>League\",\n",
    "    \"Rugby<br>Union\"\n",
    "  ],\n",
    "  parents=[\n",
    "    \"\", \"\", \"\", \"North America\", \"North America\", \"North America\", \"Europe\",\n",
    "    \"Europe\", \"Europe\",\"Australia\", \"Australia - Football\", \"Australia - Football\",\n",
    "    \"Australia - Football\", \"Australia - Football\", \"Australia - Rugby\",\n",
    "    \"Australia - Rugby\"\n",
    "  ],\n",
    "))\n",
    "fig.update_layout(margin = dict(t=0, l=0, r=0, b=0))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "metric-making",
   "metadata": {},
   "source": [
    "### Controlling text fontsize with uniformtext"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "unauthorized-consistency",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/718417069ead87650b90472464c7565dc8c2cb1c/sunburst-coffee-flavors-complete.csv')\n",
    "\n",
    "fig = go.Figure(go.Sunburst(\n",
    "        ids = df.ids,\n",
    "        labels = df.labels,\n",
    "        parents = df.parents))\n",
    "fig.update_layout(uniformtext=dict(minsize=10, mode='hide'))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "proper-petersburg",
   "metadata": {},
   "source": [
    "### Sunburst chart with a continuous colorscale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "alike-migration",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Unnamed: 0 region   county salesperson  calls  sales\n",
      "0           0  North   Dallam          JE     35     23\n",
      "1           1  North   Dallam          ZQ     49     13\n",
      "2           2  North   Dallam          IJ     20      6\n",
      "3           3  North  Hartley          WE     39     37\n",
      "4           4  North  Hartley          PL     42     37\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/sales_success.csv')\n",
    "print(df.head())\n",
    "\n",
    "levels = ['salesperson', 'county', 'region'] # levels used for the hierarchical chart\n",
    "color_columns = ['sales', 'calls']\n",
    "value_column = 'calls'\n",
    "\n",
    "def build_hierarchical_dataframe(df, levels, value_column, color_columns=None):\n",
    "    \"\"\"\n",
    "    Build a hierarchy of levels for Sunburst or Treemap charts.\n",
    "\n",
    "    Levels are given starting from the bottom to the top of the hierarchy,\n",
    "    ie the last level corresponds to the root.\n",
    "    \"\"\"\n",
    "    df_all_trees = pd.DataFrame(columns=['id', 'parent', 'value', 'color'])\n",
    "    for i, level in enumerate(levels):\n",
    "        df_tree = pd.DataFrame(columns=['id', 'parent', 'value', 'color'])\n",
    "        dfg = df.groupby(levels[i:]).sum()\n",
    "        dfg = dfg.reset_index()\n",
    "        df_tree['id'] = dfg[level].copy()\n",
    "        if i < len(levels) - 1:\n",
    "            df_tree['parent'] = dfg[levels[i+1]].copy()\n",
    "        else:\n",
    "            df_tree['parent'] = 'total'\n",
    "        df_tree['value'] = dfg[value_column]\n",
    "        df_tree['color'] = dfg[color_columns[0]] / dfg[color_columns[1]]\n",
    "        df_all_trees = df_all_trees.append(df_tree, ignore_index=True)\n",
    "    total = pd.Series(dict(id='total', parent='',\n",
    "                              value=df[value_column].sum(),\n",
    "                              color=df[color_columns[0]].sum() / df[color_columns[1]].sum()))\n",
    "    df_all_trees = df_all_trees.append(total, ignore_index=True)\n",
    "    return df_all_trees\n",
    "\n",
    "\n",
    "df_all_trees = build_hierarchical_dataframe(df, levels, value_column, color_columns)\n",
    "average_score = df['sales'].sum() / df['calls'].sum()\n",
    "\n",
    "fig = make_subplots(1, 2, specs=[[{\"type\": \"domain\"}, {\"type\": \"domain\"}]],)\n",
    "\n",
    "fig.add_trace(go.Sunburst(\n",
    "    labels=df_all_trees['id'],\n",
    "    parents=df_all_trees['parent'],\n",
    "    values=df_all_trees['value'],\n",
    "    branchvalues='total',\n",
    "    marker=dict(\n",
    "        colors=df_all_trees['color'],\n",
    "        colorscale='RdBu',\n",
    "        cmid=average_score),\n",
    "    hovertemplate='<b>%{label} </b> <br> Sales: %{value}<br> Success rate: %{color:.2f}',\n",
    "    name=''\n",
    "    ), 1, 1)\n",
    "\n",
    "fig.add_trace(go.Sunburst(\n",
    "    labels=df_all_trees['id'],\n",
    "    parents=df_all_trees['parent'],\n",
    "    values=df_all_trees['value'],\n",
    "    branchvalues='total',\n",
    "    marker=dict(\n",
    "        colors=df_all_trees['color'],\n",
    "        colorscale='RdBu',\n",
    "        cmid=average_score),\n",
    "    hovertemplate='<b>%{label} </b> <br> Sales: %{value}<br> Success rate: %{color:.2f}',\n",
    "    maxdepth=2\n",
    "    ), 1, 2)\n",
    "\n",
    "fig.update_layout(margin=dict(t=10, b=10, r=10, l=10))\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
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   "file_extension": ".py",
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   "pygments_lexer": "ipython3",
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